Concepedia

Unsupervised Binning

Unsupervised Binning is a metagenome binning method that clusters genomic fragments into putative microbial genomes without relying on prior training data or labeled reference sequences, distinguishing itself by leveraging inherent sequence composition and abundance patterns in an unsupervised machine learning framework.

16

Publications

1.2K

Citations

59

Authors

27

Institutions

Publications per year

2017–2026

6

Parents

Publications

16

BinSanity: unsupervised clustering of environmental microbial assemblies using coverage and affinity propagation

Elaina Graham, John F. Heidelberg, Benjamin Tully · PeerJ · 2017 · 206 citations · Full text

, , +17

MetaCluster 5.0: a two-round binning approach for metagenomic data for low-abundance species in a noisy sample

Yi Wang, Henry C. M. Leung, Siu Ming Yiu et al. · Bioinformatics · 2012 · 146 citations · Full text

, , +12

Unsupervised statistical clustering of environmental shotgun sequences

Andrey Kislyuk, Srijak Bhatnagar, Jonathan Dushoff et al. · BMC Bioinformatics · 2009 · 111 citations · Full text

, , +17

Evaluating metagenomics tools for genome binning with real metagenomic datasets and CAMI datasets

Yi Yue, Hao Huang, Qi Zhao et al. · BMC Bioinformatics · 2020 · 108 citations · Full text

, , +17

Binning sequences using very sparse labels within a metagenome

Chon‐Kit Kenneth Chan, Arthur Hsu, Saman Halgamuge et al. · BMC Bioinformatics · 2008 · 88 citations · Full text

, , +13

1–5 of 16

Authors

59

  1. FY
    Francis Y. L. Chin

    University of Hong Kong, Hong Kong SAR China

    3 publications · 300 citations

    3

    h-index

  2. HC
    Henry C. M. Leung

    University of Hong Kong, Hong Kong SAR China

    3 publications · 300 citations

    3

    h-index

  3. SM
    Siu Ming Yiu

    University of Hong Kong, Hong Kong SAR China

    2 publications · 216 citations

    2

    h-index

  4. BY
    Bin Yang

    Northwest A&F University, China

    2 publications · 138 citations

    2

    h-index

  5. ST
    Sen‐Lin Tang

    Biodiversity Research Center, Academia Sinica, Taiwan

    2 publications · 112 citations

    2

    h-index

1–5 of 59

Institutions

27

  1. University of Hong Kong

    Pok Fu Lam, Hong Kong

    4 h-index

    23 publications

    2K citations

  2. The University of Melbourne

    Melbourne, Australia

    2 h-index

    5 publications

    312 citations

  3. Biodiversity Research Center, Academia Sinica

    Taipei, Taiwan

    2 h-index

    4 publications

    224 citations

  4. Ho Chi Minh City University of Technology

    Ho Chi Minh City, Vietnam

    2 h-index

    4 publications

    120 citations

  5. University of Southern California

    Los Angeles, United States

    1 h-index

    3 publications

    618 citations

  6. Institut de Recherche pour le Développement

    Marseille, France

    1 h-index

    1 publications

    19 citations

  7. University of Padua

    Padua, Italy

    1 h-index

    3 publications

    243 citations

  8. Vietnam National University Ho Chi Minh City

    Ho Chi Minh City, Vietnam

    1 h-index

    2 publications

    26 citations

1–8 of 27

Venues

  1. BMC Bioinformatics

    5 publications · 385 citations

    5

    h-index

  2. Bioinformatics

    3 publications · 311 citations

    3

    h-index

  3. Aquatic Toxicology

    1 publications · 44 citations

    1

    h-index

  4. Journal of Computational Biology

    1 publications · 70 citations

    1

    h-index

  5. 1

    h-index

1–5